01
Context
Sales data arrived according to different schedules and constraints.
02
Problem
Missing data could be normal or indicate an incident, with no clear visibility.
03
Solution
A freshness engine that understands business days and source-specific expectations, with a daily summary.
04
Key lesson
Good monitoring understands the business, not only technical metrics.